Artificial intelligence and imaging: Opportunities in cardio-oncology

Nidhi Madan, Julliette Lucas, Nausheen Akhter, Patrick Collier, Feixiong Cheng, Avirup Guha, Lili Zhang, Abhinav Sharma, Abdulaziz Hamid, Imeh Ndiokho, Ethan Wen, Noelle C. Garster, Marielle Scherrer-Crosbie, Sherry Ann Brown

Research output: Contribution to journalArticlepeer-review

15 Scopus citations

Abstract

Cardiovascular disease is a leading cause of death in cancer survivors. It is critical to apply new predictive and early diagnostic methods in this population, as this can potentially inform cardiovascular treatment and surveillance decision-making. We discuss the application of artificial intelligence (AI) technologies to cardiovascular imaging in cardio-oncology, with a particular emphasis on prevention and targeted treatment of a variety of cardiovascular conditions in cancer patients. Recently, the use of AI-augmented cardiac imaging in cardio-oncology is gaining traction. A large proportion of cardio-oncology patients are screened and followed using left ventricular ejection fraction (LVEF) and global longitudinal strain (GLS), currently obtained using echocardiography. This use will continue to increase with new cardiotoxic cancer treatments. AI is being tested to increase precision, throughput, and accuracy of LVEF and GLS, guide point-of-care image acquisition, and integrate imaging and clinical data to optimize the prediction and detection of cardiac dysfunction. The application of AI to cardiovascular magnetic resonance imaging (CMR), computed tomography (CT; especially coronary artery calcium or CAC scans), single proton emission computed tomography (SPECT) and positron emission tomography (PET) imaging acquisition is also in early stages of analysis for prediction and assessment of cardiac tumors and cardiovascular adverse events in patients treated for childhood or adult cancer. The opportunities for application of AI in cardio-oncology imaging are promising, and if availed, will improve clinical practice and benefit patient care.

Original languageEnglish (US)
Article number100126
JournalAmerican Heart Journal Plus: Cardiology Research and Practice
Volume15
DOIs
StatePublished - Mar 2022

Keywords

  • Artificial intelligence
  • Cancer
  • Cardiac tumors
  • Cardio-oncology
  • Echocardiography
  • Imaging

ASJC Scopus subject areas

  • Cardiology and Cardiovascular Medicine

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